Title :
Multi-objective self-organizing migrating algorithm applied to the design of electromagnetic components
Author :
Kadlec, P. ; Raida, Zbynek
Author_Institution :
Dept. of Radio Electron., Brno Univ. of Technol., Brno, Czech Republic
Abstract :
Real-life design problems of electromagnetic components are usually highly nonlinear. These problems can be efficiently solved with stochastic global optimization algorithms. This paper deals with an application of a novel Multi-Objective Self-Organizing Migrating Algorithm (MOSOMA) to the design of two electromagnetic components: layered dielectric filters and Yagi-Uda antennas. The optimization of dielectric filters considers two objectives: the minimization of reflection in the pass band and its maximization in the stop band. Bandpass, low-pass, and band-stop filters having seven dielectric layers are optimized here. An option for treatment of both continuous parameters and discrete parameters, and for dealing with optimization constraints without any change in the optimization algorithm, are briefly discussed. Yagi-Uda antenna optimization deals with two objectives: the maximization of gain, and the minimization of the relative sidelobe level, while impedance matching is considered as a constraint for the proposed designs. Yagi-Uda antennas are analyzed using 4NEC2 software, based on the Method of Moments. Cooperation of a MATLAB optimization script and the 4NEC2 software in a non-interactive mode is explained. Results for four- and six-element antennas are presented. The results of both the problems are compared to results from available references.
Keywords :
Yagi antenna arrays; antenna radiation patterns; band-pass filters; band-stop filters; computational electromagnetics; electromagnetic wave reflection; interference suppression; low-pass filters; method of moments; minimax techniques; stochastic processes; 4NEC2 software; Matlab optimization; Yagi-Uda antenna optimization; band-stop filter; bandpass filter; continuous parameters; discrete parameters; electromagnetic component design; gain maximization; impedance matching; layered dielectric filter optimisation; low-pass filter; method of moments; multiobjective self-organizing migrating algorithm; noninteractive mode; pass band filter; reflection minimization; sidelobe level minimization; stochastic global optimization algorithm; stop band filter; Algorithm design and analysis; Band-pass filters; Electromagnetic devices; Electromagnetics; Filtering algorithms; Linear programming; Nonlinear systems; Self-organizing networks; Yagi-Uda antennas; 4NEC2; MATLAB; MOSOMA; Multi-objective; Yagi-Uda antenna; filter; moment methods; optimization;
Journal_Title :
Antennas and Propagation Magazine, IEEE
DOI :
10.1109/MAP.2013.6781705